{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.colors\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.mixture import GaussianMixture\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 解决中文显示问题\n",
    "mpl.rcParams['font.sans-serif'] = [u'SimHei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 设置在jupyter中matplotlib的显示情况（默认inline是内嵌显示，通过设置为tk表示不内嵌显示）\n",
    "%matplotlib tk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据样本数量:114, 特征数量:3\n"
     ]
    }
   ],
   "source": [
    "## 数据加载\n",
    "data = pd.read_csv('datas/HeightWeight.csv')\n",
    "print (\"数据样本数量:%d, 特征数量:%d\" % data.shape)\n",
    "data_x = data[data.columns[1:]]\n",
    "data_y = data[data.columns[0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## 数据分割\n",
    "x, x_test, y, y_test = train_test_split(data_x, data_y, train_size=0.6, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GaussianMixture(covariance_type='full', init_params='kmeans', max_iter=100,\n",
       "        means_init=None, n_components=2, n_init=1, precisions_init=None,\n",
       "        random_state=28, reg_covar=1e-06, tol=0.001, verbose=0,\n",
       "        verbose_interval=10, warm_start=False, weights_init=None)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 模型创建及训练\n",
    "gmm = GaussianMixture(n_components=2, covariance_type='full', random_state=28)\n",
    "gmm.fit(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "均值 = \n",
      " [[ 173.50243688   65.03359308]\n",
      " [ 160.13983374   55.93370575]]\n",
      "方差 = \n",
      " [[[  23.22794989   28.48688647]\n",
      "  [  28.48688647  105.81824734]]\n",
      "\n",
      " [[  18.82128194   12.30370549]\n",
      "  [  12.30370549   31.23596113]]]\n"
     ]
    }
   ],
   "source": [
    "## 模型相关参数输出\n",
    "print ('均值 = \\n', gmm.means_)\n",
    "print ('方差 = \\n', gmm.covariances_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集准确率：77.94%\n",
      "测试集准确率：82.61%\n"
     ]
    }
   ],
   "source": [
    "## 获取推测值及计算准确率\n",
    "\n",
    "# 获取预测值\n",
    "y_hat = gmm.predict(x)\n",
    "y_test_hat = gmm.predict(x_test)\n",
    "\n",
    "# 查看一下类别是否需要更改一下\n",
    "change = (gmm.means_[0][0] > gmm.means_[1][0])\n",
    "if change:\n",
    "    z = y_hat == 0\n",
    "    y_hat[z] = 1\n",
    "    y_hat[~z] = 0\n",
    "    z = y_test_hat == 0\n",
    "    y_test_hat[z] = 1\n",
    "    y_test_hat[~z] = 0\n",
    "\n",
    "# 计算准确率\n",
    "acc = np.mean(y_hat.ravel() == y.ravel())\n",
    "acc_test = np.mean(y_test_hat.ravel() == y_test.ravel())\n",
    "acc_str = u'训练集准确率：%.2f%%' % (acc * 100)\n",
    "acc_test_str = u'测试集准确率：%.2f%%' % (acc_test * 100)\n",
    "print (acc_str)\n",
    "print (acc_test_str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测概率:\n",
      " [[  1.93708432e-06   9.99998063e-01]\n",
      " [  1.86096898e-06   9.99998139e-01]\n",
      " [  1.78850013e-06   9.99998211e-01]\n",
      " ..., \n",
      " [  1.00000000e+00   9.76068785e-12]\n",
      " [  1.00000000e+00   8.93577443e-12]\n",
      " [  1.00000000e+00   8.17757876e-12]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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Pz88nDx480EhPS0sr9fU+f/6cEEJIenq6zjlF17zy7bffarS7du1a8uOPP5KxY8eSgQMH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8AAAg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\n/D9ANxIaT6u1lQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc349198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 画图\n",
    "cm_light = mpl.colors.ListedColormap(['#FFA0A0', '#A0FFA0'])\n",
    "cm_dark = mpl.colors.ListedColormap(['r', 'g'])\n",
    "\n",
    "# 获取数据的最大值和最小值\n",
    "x1_min, x2_min = np.min(data_x)\n",
    "x1_max, x2_max = np.max(data_x)\n",
    "x1_d = (x1_max - x1_min) * 0.05\n",
    "x1_min -= x1_d\n",
    "x1_max += x1_d\n",
    "x2_d = (x2_max - x2_min) * 0.05\n",
    "x2_min -= x2_d\n",
    "x2_max += x2_d\n",
    "\n",
    "# 获取网格预测数据\n",
    "x1, x2 = np.mgrid[x1_min:x1_max:500j, x2_min:x2_max:500j]\n",
    "grid_test = np.stack((x1.flat, x2.flat), axis=1)\n",
    "grid_hat = gmm.predict(grid_test)\n",
    "grid_hat = grid_hat.reshape(x1.shape)\n",
    "# 如果预测的结果需要进行更改\n",
    "if change:\n",
    "    z = grid_hat == 0\n",
    "    grid_hat[z] = 1\n",
    "    grid_hat[~z] = 0\n",
    "\n",
    "# 画图开始\n",
    "plt.figure(figsize=(8, 6), facecolor='w')\n",
    "\n",
    "# 画区域图\n",
    "plt.pcolormesh(x1, x2, grid_hat, cmap=cm_light)\n",
    "\n",
    "# 画点图\n",
    "plt.scatter(x[x.columns[0]], x[x.columns[1]], s=50, c=y, marker='o', cmap=cm_dark, edgecolors='k')\n",
    "plt.scatter(x_test[x_test.columns[0]], x_test[x_test.columns[1]], s=60, c=y_test, marker='^', cmap=cm_dark, edgecolors='k')\n",
    "\n",
    "# 获取预测概率\n",
    "aaa = gmm.predict_proba(grid_test)\n",
    "print (\"预测概率:\\n\", aaa)\n",
    "p = aaa[:, 0].reshape(x1.shape)\n",
    "# 根据概率画出曲线图（画出不同概率情况下的预测结果值）\n",
    "CS = plt.contour(x1, x2, p, levels=(0.1, 0.5, 0.8), colors=list('rgb'), linewidths=2)\n",
    "plt.clabel(CS, fontsize=15, fmt='%.1f', inline=True)\n",
    "\n",
    "# 设置值\n",
    "ax1_min, ax1_max, ax2_min, ax2_max = plt.axis()\n",
    "xx = 0.9*ax1_min + 0.1*ax1_max\n",
    "yy = 0.1*ax2_min + 0.9*ax2_max\n",
    "plt.text(xx, yy, acc_str, fontsize=18)\n",
    "yy = 0.15*ax2_min + 0.85*ax2_max\n",
    "plt.text(xx, yy, acc_test_str, fontsize=18)\n",
    "\n",
    "# 设置范围及标签\n",
    "plt.xlim((x1_min, x1_max))\n",
    "plt.ylim((x2_min, x2_max))\n",
    "plt.xlabel(u'身高(cm)', fontsize='large')\n",
    "plt.ylabel(u'体重(kg)', fontsize='large')\n",
    "plt.title(u'GMM算法及不同比率值下的算法模型', fontsize=20)\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   },
   "outputs": [],
   "source": []
  }
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